diff --git a/machine learning/sp500-forecast/requirements.txt b/machine learning/sp500-forecast/requirements.txt
index 1cdb46c..2c43ab0 100644
--- a/machine learning/sp500-forecast/requirements.txt	
+++ b/machine learning/sp500-forecast/requirements.txt	
@@ -27,7 +27,7 @@ importlib-metadata==4.10.0; python_version == '3.7' and python_version < '3.9'
 importlib-resources==5.4.0; python_version < '3.9'

 ipykernel==6.6.1

 ipython-genutils==0.2.0

-ipython==7.30.1; python_version >= '3.7'

+ipython==7.31.1; python_version >= '3.7'

 jedi==0.18.1; python_version >= '3.6'

 joblib==1.1.0; python_version >= '3.6'

 jsonschema==4.3.3; python_version >= '3.7'